AVTRIZ
Intelligence in Motion. Home. Life. Precision.
27,300+
Price Records
13
Counties
50
Services
568K+
Reviews Analyzed
4
ML Models
8
Behavioral Modes
Eight engines, one intelligence
Each capability is powered by real ML models and real market data — not heuristics, not rules, not vibes.
01
Smart Match
LightGBM-powered provider ranking on skills, proximity, rating, response time, price, and completion rate.
02
Price Intelligence
XGBoost predictions with geographic and seasonal multipliers across 13 NYC metro counties.
03
Photo-to-Estimate
Claude Vision API detects damage severity, identifies service category, and generates cost estimates from photos.
04
Voice AI
Twilio-powered voice interface with contextual understanding in English and Spanish.
05
Review Trust Score
Logistic Regression analyzes 568K+ reviews for authenticity — verified status, sentiment, velocity, patterns.
06
Demand Forecasting
Prophet time-series models predict booking demand for pricing adjustments and provider alerts.
07
Proactive Insights
Maintenance reminders, price alerts, seasonal checklists, and demand-based suggestions — before users ask.
08
Agentic Commerce
Describe what you need in plain language → AVTRIZ finds the provider, negotiates the price, and books it.
Nine modules, zero guesswork
A full behavioral analysis pipeline that understands context, detects friction, builds trust, and takes action.
01
Context Builder
Unified data structures for user, booking, behavioral, and interaction signals.
02
Funnel Stage Detector
Maps 10 customer stages and 8 provider stages with transition probability scoring.
03
Friction Detector
Identifies 8 categories of UX and purchase blockers with 0–100 friction scoring.
04
Trust Engine
5-dimension weighted trust scoring — platform, provider, transaction, resolution, safety.
05
Intervention Engine
Generates behavioral nudges from 8 intervention families with anti-manipulation safety.
06
Action Ranker
Multi-factor scoring: impact 30%, confidence 25%, urgency 20%, cost efficiency 15%, risk 10%.
07
Event Logger
Complete behavioral audit trail with ring buffer and JSONL export.
08
Pattern Analyzer
Behavioral prediction, anomaly detection, and next-action forecasting.
09
Metric Optimizer
Health index computation, improvement simulation, and ROI impact estimation.
Real models. Real data. Real results.
Not prompt engineering. Not heuristics.
Price Prediction
XGBoost
1,800+ records, 50 services, 12 counties
R² = 0.63
Provider Ranking
LightGBM
Multi-factor matching across 7 dimensions
NDCG@5 = 0.94
Demand Forecasting
Prophet
Time-series by service, region, and season
R² = 0.88
Review Trust Scoring
Logistic Regression
568K+ verified reviews analyzed
F1 = 1.00
Eight modes, one identity
Standard Support
Helpful, proactive customer service
Onboarding Guide
Step-by-step new user activation
Retention Rescue
Empathetic re-engagement of lapsed users
Trust Recovery
Transparent post-issue confidence rebuilding
Friction Resolution
Direct unblocking of specific UX issues
Growth Catalyst
Data-backed upsell and cross-sell
Fraud Intercept
Protective detection of suspicious activity
Crisis Recovery
Urgent, safety-first emergency handling
Built on one golden rule
“AVTRIZ never sacrifices trust for conversion.”
A user who trusts but doesn't book today is more valuable than one who books today but never returns.
01
Clarity Over Persuasion
Every recommendation comes with confidence levels and transparent reasoning.
02
Safety First
Emergency protocols, anti-manipulation limits, and crisis user protections built into every mode.
03
User Control
Users always have the final say. No dark patterns, no false urgency, no hidden information.
04
Honest Uncertainty
When confidence is low, AVTRIZ says so. No fabricated data, reviews, or credentials — ever.